Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "38"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 38 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 247 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 229 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_30710/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 38, Node 3:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.147978 11.674861 -0.222314 80.330648 -0.302077 26.809370 -0.364288 31.697389 0.0784 0.0391 0.0414 1.272409 1.208583
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.008172 17.889020 -0.455528 85.183851 0.477565 37.994851 -0.886903 11.914796 0.0848 0.0398 0.0488 1.234490 1.178251
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 33.927005 35.864065 inf inf 17.655985 16.282759 52.692050 50.269978 nan nan nan nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.832574 21.738153 0.055427 98.884846 0.218015 32.424737 -0.556639 2.321310 0.0909 0.0408 0.0523 1.270136 1.209563
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.253401 24.955470 0.182189 92.189565 -0.510154 35.320190 -0.058347 4.233736 0.0944 0.0405 0.0489 1.250875 1.188669
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.915217 22.597576 0.181941 85.466812 -0.055057 22.268277 -0.780621 17.476694 0.0755 0.0398 0.0427 1.248089 1.194050
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 213.187326 212.689576 inf inf 21.791161 23.197043 49.850488 21.978536 nan nan nan 0.000000 0.000000
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 1.131565 22.898044 0.018380 139.229609 -1.594851 8.049393 -4.675000 12.288070 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.582646 19.561032 -0.614458 32.149651 0.449389 11.529763 0.769556 6.582852 0.0738 0.0395 0.0455 1.229164 1.182482
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.675374 25.321459 -0.731316 10.682176 -0.650182 10.180746 1.173283 4.197963 0.0305 0.0297 0.0005 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.657178 26.477828 1.278383 114.748355 -0.344045 17.607418 -0.509729 9.621498 0.0754 0.0346 0.0398 -0.000000 0.000000
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.187465 19.765878 -0.219833 35.350425 -0.394143 23.537437 -0.186668 0.340664 0.0801 0.0394 0.0457 1.258748 1.217353
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 292.146854 295.864302 inf inf 11587.167518 11467.868540 6080.458328 6078.503410 nan nan nan 0.000000 0.000000
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.686415 23.864224 -0.806450 36.250027 -0.414233 23.114707 0.063545 0.704096 0.0731 0.0363 0.0424 1.216688 1.183916
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.178033 17.996268 0.094824 42.175072 -0.456476 27.409800 -0.412743 2.138449 0.0723 0.0359 0.0432 1.203054 1.169209
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.188461 1.576716 -0.746861 2.502810 1.023760 1.051333 -0.850963 2.785559 0.0290 0.0290 -0.0003 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.666178 23.207835 -0.674590 33.895284 0.128639 24.939670 -0.421366 0.654565 0.0694 0.0357 0.0216 1.204514 1.168738
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.402715 17.838912 -0.651816 27.205534 -0.188852 21.996862 -0.128024 1.413660 0.0809 0.0366 0.0455 1.211769 1.173407
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.059738 18.382556 -0.547645 26.980503 -1.192292 17.170215 -0.729555 6.109345 0.0726 0.0375 0.0424 0.000000 0.000000
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.116003 16.874944 -0.723265 25.840910 0.804017 24.267690 -0.856398 0.882937 0.0681 0.0356 0.0442 1.244902 1.212104
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.239570 17.587804 0.199389 44.416708 -0.609555 28.427541 0.146197 1.775954 0.0710 0.0359 0.0416 23.143465 1.302423
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.010820 17.650277 -0.460140 25.994939 -0.388426 18.040121 1.308095 3.162016 0.0804 0.0366 0.0459 1.290299 1.252097
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.037774 1.240761 -0.675370 2.574527 -0.143722 1.107643 -0.966758 2.877154 0.0286 0.0283 0.0000 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.176267 20.907562 -0.592455 33.737924 -0.448643 10.559581 -0.791185 8.954301 0.0813 0.0416 0.0430 1.257989 1.209127
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.216822 16.883886 -0.230295 33.702671 -0.445347 21.741761 -0.909121 0.035612 0.0666 0.0343 0.0436 9.545543 1.263788
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% -1.261715 -1.261715 -1.175854 -1.175854 -0.877508 -0.877508 -0.954097 -0.954097 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.543498 15.822900 0.265639 35.830120 1.486976 2.410125 -0.069520 0.937744 0.0803 0.0366 0.0487 1.213135 1.177262
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.116458 17.868622 0.702067 68.334335 -0.350356 22.457530 -0.422861 2.042976 0.0838 0.0383 0.0509 0.000000 0.000000
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.101401 11.031218 -0.648680 17.623613 0.452455 2.791713 -0.211469 0.912738 0.0802 0.0357 0.0494 1.245944 1.207062
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.107491 11.786868 -0.818140 16.778239 -0.009308 3.006438 -0.463645 1.432710 0.0759 0.0361 0.0367 1.262129 1.219634
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.306005 10.652512 -0.563152 17.022474 0.117593 3.082591 -0.250500 0.837997 0.0717 0.0370 0.0465 1.242914 1.209928
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.241807 13.814555 -0.605507 18.679571 -0.265408 3.440174 -0.102238 1.180751 0.0727 0.0345 0.0427 1.203536 1.170188
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.236410 18.119851 0.254319 35.707108 -0.611017 23.430567 -0.433174 1.729016 0.0805 0.0380 0.0468 1.213879 1.173690
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0297 0.0292 -0.0000 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.547507 18.551748 0.184662 38.684097 -0.475736 21.110668 -0.475437 3.885104 0.0793 0.0359 0.0350 1.204940 1.165902
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0779 0.0355 0.0463 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0667 0.0342 0.0311 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.776642 21.986556 0.345120 51.029122 0.119091 32.207059 -0.652583 3.280372 0.0690 0.0342 0.0407 14.132595 1.166275
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.235065 10.699066 -0.800570 20.718288 -0.525420 4.308994 0.343365 1.376324 0.0820 0.0368 0.0477 1.209619 1.172958
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0353 0.0359 -0.0002 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.006069 16.339811 -0.241282 38.533957 -0.342177 23.017888 -0.223333 1.470696 0.0743 0.0362 0.0447 1.169713 1.131817
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.159675 23.312575 0.229579 78.108639 -0.611349 1.890930 -0.658181 1.500005 0.0943 0.0377 0.0498 1.204242 1.164082
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.868329 11.169839 0.259881 39.154646 -0.227870 236.910306 -0.607767 8.075770 0.0868 0.0386 0.0503 1.193694 1.150663
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.069354 16.037457 -1.003380 17.767589 -0.413191 5.218002 -0.680812 1.012843 0.0864 0.0361 0.0516 1.229990 1.186069
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.946113 26.574798 0.152742 66.389856 0.425719 31.704975 -0.616364 2.715274 0.0735 0.0345 0.0470 1.226507 1.187659
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.029739 12.923925 -0.755480 16.307338 -0.169838 5.420174 -0.297159 0.530073 0.1110 0.0393 0.0546 1.201361 1.152356
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.040278 13.096257 -0.731004 15.086494 0.943764 3.869467 -0.108160 0.146099 0.0910 0.0364 0.0483 1.175689 1.132735
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.031114 19.819940 0.357361 36.171961 -0.313988 20.806253 -0.559298 1.852895 0.0795 0.0344 0.0457 1.192621 1.157349
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.112156 22.964678 0.564168 49.039313 -0.589622 25.524671 0.290455 1.071806 0.0783 0.0351 0.0440 1.171833 1.132751
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.045342 11.406421 -0.609193 15.331126 -0.107043 4.297543 0.028276 0.691674 0.1028 0.0377 0.0549 1.188581 1.144928
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.005928 27.368395 0.242543 54.710050 0.845445 34.789366 -0.538161 0.695040 0.0628 0.0360 0.0397 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 0.697085 22.782267 -0.768778 52.342567 28.433071 48.616705 15.129004 13.959231 nan nan nan 1.454895 1.410834
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.611098 23.671772 0.074268 53.069039 3.826720 23.488983 -0.495804 2.015770 0.0914 0.0385 0.0534 1.176562 1.146190
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.247592 1.757527 -0.718597 2.847992 1.744516 0.708847 -1.003630 2.260751 0.0322 0.0329 0.0007 nan nan
2459508 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% -0.132421 30.462875 -0.055318 51.563567 0.334580 15.537562 -0.705919 14.720663 0.9150 0.0674 0.4657 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.425624 29.657367 -0.186522 49.894873 1.936453 9.892161 -0.809290 1.905370 0.8891 0.0453 0.6281 13.228220 1.295628
2459503 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 0.448717 29.340325 -0.135831 84.335086 1.428562 33.218002 -0.096583 3.271368 0.8628 0.0445 0.6743 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 38: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 4.481145 1.202314 -0.243640 -0.370839 -0.727293 2.141763 1.300491 4.481145 1.102455

Antenna 38: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 2.271947 1.347669 0.046700 -0.632269 -0.242975 1.171557 -0.034163 2.271947 1.044180

Antenna 38: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 6.035896 0.438543 2.267515 -0.240610 -0.617868 0.410498 1.085891 1.762048 6.035896

Antenna 38: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 18.111948 0.019302 1.733660 -0.732907 -0.284813 0.500865 1.905781 9.795001 18.111948

Antenna 38: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 9.421617 0.058813 1.413632 -0.339086 -0.085124 0.793826 1.519869 4.691998 9.421617

Antenna 38: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 8.805383 1.650880 -0.104049 -0.360875 -0.294849 0.917449 -0.040376 8.805383 3.814425

Antenna 38: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 12.629475 0.069620 2.321107 -0.482723 -0.509920 0.498814 1.301268 2.080364 12.629475

Antenna 38: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 2.433553 -0.052988 0.795991 -0.471702 0.262661 0.552016 2.423782 0.716905 2.433553

Antenna 38: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 1.590469 1.426175 -0.006104 -0.609233 0.880298 1.011674 0.307850 1.590469 -0.286883

Antenna 38: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 9.450883 -0.195794 1.478924 -0.474113 -0.097646 -0.367425 1.574702 3.319629 9.450883

Antenna 38: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 5.678551 -0.115146 1.905988 -0.321947 0.173294 -0.941421 1.713994 1.652448 5.678551

Antenna 38: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 2.504962 0.661358 -0.944769 0.998703 -0.810767 1.718914 0.241055 2.504962 0.264792

Antenna 38: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 8.463918 -0.224027 1.315795 -0.467297 2.049169 0.021052 3.147973 3.241908 8.463918

Antenna 38: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 13.451585 0.836330 0.405004 2.197312 -0.354491 0.100196 3.353538 13.451585 4.271201

Antenna 38: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 10.844428 4.111194 2.341937 7.785299 5.014355 8.269989 7.426456 -1.322053 10.844428

Antenna 38: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 6.609813 1.332161 0.876543 1.884944 0.981014 1.705479 0.377696 6.609813 -0.987004

Antenna 38: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 5.898363 0.749904 1.753519 0.935304 1.956912 0.117448 2.205185 -1.317957 5.898363

Antenna 38: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 38: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 7.343192 4.348176 1.662802 7.321139 3.748622 6.224742 5.018598 -1.310699 7.343192

Antenna 38: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 13.144030 2.270955 4.628285 4.573961 7.904782 4.604330 5.574388 13.144030 -2.249613

Antenna 38: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 7.278847 1.834959 1.309205 2.231010 1.238172 2.386494 0.228394 7.278847 -1.432514

Antenna 38: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 6.366410 1.098637 1.773235 1.033362 2.177224 0.297687 2.029880 -1.187724 6.366410

Antenna 38: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 12.361275 5.457557 2.456667 9.855927 5.486460 5.390549 6.398785 -2.035463 12.361275

Antenna 38: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Power inf 491.471755 724.451085 inf inf 2776.516747 4927.844467 10450.947105 19352.855679

Antenna 38: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 16.113855 4.172840 2.482521 6.372716 4.225358 5.825562 4.955263 -1.716785 16.113855

Antenna 38: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 24.579442 2.530443 4.679409 4.659052 7.988587 4.573373 13.833041 24.579442 -1.565014

Antenna 38: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 38: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 7.989753 1.485554 1.898343 2.461542 2.809267 3.050602 1.551217 7.989753 -1.219871

Antenna 38: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 7.042811 1.466845 1.362198 2.510476 2.160852 1.473648 2.257424 -0.752435 7.042811

Antenna 38: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 5.568143 1.800825 1.983117 2.483476 2.194587 4.399511 2.755527 5.568143 -1.030423

Antenna 38: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 6.398670 1.465178 1.111462 2.013017 1.777984 1.378387 1.587126 6.398670 -1.924638

Antenna 38: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 9.305491 1.696879 2.415149 2.384631 2.668698 1.293224 4.032465 -2.048808 9.305491

Antenna 38: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 11.147786 3.049431 3.708685 6.393012 9.634162 6.583660 6.802314 11.147786 -2.124072

Antenna 38: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Variability 10.899723 3.563310 5.136491 5.385427 8.590309 7.111173 10.899723 5.192612 -1.436940

Antenna 38: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 9.093163 2.350261 1.872920 2.751295 2.130883 0.436329 0.803765 9.093163 -1.399350

Antenna 38: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 8.978085 1.789409 2.216703 3.429810 4.421796 1.602312 3.596704 8.978085 -1.229786

Antenna 38: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 304.281178 1.264908 5.437778 3.199082 5.190898 58.191083 79.997905 224.742607 304.281178

Antenna 38: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 38: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 38: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 38: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 38: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 38: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 38: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 267.306925 2.424992 7.675897 7.896984 9.712496 46.349369 59.928433 194.271907 267.306925

Antenna 38: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 14.433101 2.403991 3.554913 7.236373 12.728357 4.379405 9.714842 14.433101 -1.253160

Antenna 38: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 6.752883 2.044522 1.543826 2.993192 2.115242 2.510004 2.256082 -1.180143 6.752883

Antenna 38: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 124.745543 6.538738 1.586915 5.014090 3.482824 34.579616 19.820713 124.745543 90.089741

Antenna 38: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 342.863210 4.923115 1.570307 8.170311 1.319576 27.081366 21.205843 342.863210 262.611475

Antenna 38: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 442.353140 5.255593 2.326715 10.847603 -0.070919 43.883124 33.504100 442.353140 349.300678

Antenna 38: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Variability 14.340853 3.315629 3.246067 9.122746 5.708506 14.340853 2.141712 -1.207695 8.154003

Antenna 38: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 363.792625 1.840925 3.707840 -0.273558 11.545993 27.960256 35.658007 296.246840 363.792625

Antenna 38: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 256.189956 3.988051 1.411489 9.863094 0.523075 68.629187 55.980272 256.189956 200.297488

Antenna 38: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 423.733172 2.594282 0.965119 8.407789 -0.451293 71.918995 53.461266 423.733172 337.277583

Antenna 38: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 420.110316 3.684863 2.121134 10.999594 -0.109114 112.588284 84.972078 420.110316 340.483989

Antenna 38: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 247.415604 2.873258 1.251063 9.434948 -0.514130 34.149826 29.246590 247.415604 199.386692

Antenna 38: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 15.870225 4.473164 5.921644 6.821604 10.592467 5.885865 9.030701 15.870225 -1.562738

Antenna 38: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 188.626814 0.916413 2.467472 -0.488172 10.478373 102.153545 129.510115 151.584627 188.626814

Antenna 38: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 246.647983 2.708379 1.520766 10.526529 0.378224 130.812925 122.810832 246.647983 205.558913

Antenna 38: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 466.539494 1.902067 4.632186 0.941118 9.202214 99.591515 134.842131 359.124558 466.539494

Antenna 38: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 398.078975 2.093287 4.172527 -0.287354 8.225543 54.403222 59.849274 314.376723 398.078975

Antenna 38: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 360.131716 1.754456 3.128750 0.199327 10.113060 70.578137 89.295176 296.973851 360.131716

Antenna 38: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 14.432918 3.026138 4.807114 5.667622 10.673595 5.420551 10.945237 14.432918 -1.802747

Antenna 38: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 343.034523 4.383779 2.510586 11.523637 0.231106 43.616247 35.897101 343.034523 280.227089

Antenna 38: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Power 11.543303 5.668191 2.967220 11.543303 5.516366 9.823986 4.352587 -1.876334 2.312226

Antenna 38: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 119.234498 1.546981 0.675087 6.202915 -0.019012 22.246423 16.593409 119.234498 98.718015

Antenna 38: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 126.125136 1.741189 0.968821 8.456353 0.609576 43.472249 34.444871 126.125136 107.272669

Antenna 38: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 22.558450 2.827923 4.260738 5.847839 11.030255 5.350203 10.741503 22.558450 -0.305753

Antenna 38: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 47.785877 -0.325154 -0.029890 -1.598313 -1.525294 -1.581723 -1.366742 37.752173 47.785877

Antenna 38: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 43.690332 1.191924 0.220168 8.362081 1.756108 10.739176 5.298153 43.690332 36.076837

Antenna 38: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 113.401852 3.595803 1.692884 19.173411 4.133848 22.338650 13.700232 113.401852 91.582045

Antenna 38: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Temporal Discontinuties 80.509813 3.057798 1.336484 24.345432 5.183231 63.984223 48.411980 80.509813 66.142509

Antenna 38: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 12.752097 1.642586 1.183259 3.068424 10.606105 0.086717 3.472776 12.752097 -1.542045

Antenna 38: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 9.107186 1.314074 1.779655 5.087210 2.000019 3.505374 2.126777 -0.853971 9.107186

Antenna 38: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 21.139713 17.932086 17.932086 17.292071 17.292071 13.868195 13.868195 21.139713 21.139713

Antenna 38: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance nn Shape -0.059378 -0.059378 -0.059378 -0.088976 -0.088976 -0.198902 -0.198902 -0.232081 -0.232081

Antenna 38: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Shape 0.773341 0.773341 0.773341 0.736571 0.736571 0.674491 0.674491 0.734633 0.734633

Antenna 38: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Temporal Discontinuties 5.751013 1.256180 3.538074 3.730308 2.349992 2.486776 2.266357 -1.168085 5.751013

Antenna 38: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Temporal Discontinuties 8.493000 1.643771 0.635302 3.770169 7.723413 3.919185 4.371383 7.511404 8.493000

Antenna 38: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 38: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance ee Temporal Discontinuties 16.136323 1.247602 1.958877 2.314508 11.224076 1.480988 2.609984 16.136323 -1.958782

Antenna 38: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance ee Temporal Discontinuties 18.568700 1.437464 3.033804 2.622056 12.656190 3.995758 1.880818 18.568700 -3.638631

Antenna 38: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Temporal Variability 44.613257 2.334523 2.655354 3.764325 8.580462 41.041033 44.613257 13.792359 -1.963129

Antenna 38: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 38: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 38: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 11.786785 5.385581 2.703440 11.786785 7.198285 4.718914 3.137889 -1.645131 1.096895

Antenna 38: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 11.035993 6.366468 3.259130 11.035993 7.117212 5.031054 5.876040 -1.798962 1.304774

Antenna 38: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 14.733825 3.109810 6.307828 8.649544 14.733825 3.446610 3.320012 4.675199 -1.820268

Antenna 38: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 71.494047 26.651820 1.314860 71.494047 1.862853 18.737968 3.019501 6.324434 1.221675

Antenna 38: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 59.547937 1.185091 24.638580 0.905322 59.547937 4.667837 22.798727 0.669913 5.458927

Antenna 38: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 61.821476 26.838661 1.247603 61.821476 0.638780 15.142695 3.495425 4.834350 0.469011

Antenna 38: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 83.183496 1.333102 30.299730 0.893752 83.183496 1.446089 30.433376 0.275799 7.187198

Antenna 38: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 61.810958 22.616104 0.759232 61.810958 0.848426 9.897185 1.887766 1.684024 0.507922

Antenna 38: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 62.657741 29.774743 0.692056 62.657741 0.775944 36.496870 2.217844 10.122818 1.308660

Antenna 38: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 38: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Shape 11.710889 11.710889 -1.451831 10.751615 0.796048 1.320170 0.246709 9.005468 -0.100505

Antenna 38: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 85.154720 0.938944 24.802690 0.677855 85.154720 1.951226 32.167958 -0.394196 29.823770

Antenna 38: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 64.067372 0.874862 26.674210 0.842056 64.067372 1.158452 18.927456 1.083289 13.285503

Antenna 38: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Temporal Discontinuties 2.864269 -0.698634 0.180468 -0.718709 -0.868654 -0.027789 0.846435 -0.848034 2.864269

Antenna 38: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Power 123.837147 31.585800 1.679569 123.837147 2.048509 54.374922 4.526757 10.354435 0.628279

Antenna 38: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 3 RF_maintenance nn Shape 12.650821 -1.411938 12.650821 0.349466 8.947500 4.294513 2.961252 -0.389247 9.770556